Searched for: school:SOM
Department/Unit:Child and Adolescent Psychiatry
Parenting and childhood irritability: Negative emotion socialization and parental control moderate the development of irritability
Ravi, Sanjana; Havewala, Mazneen; Kircanski, Katharina; Brotman, Melissa A; Schneider, Leslie; Degnan, Kathryn; Almas, Alisa; Fox, Nathan; Pine, Daniel S; Leibenluft, Ellen; Filippi, Courtney
Irritability, characterized by anger in response to frustration, is normative in childhood. While children typically show a decline in irritability from toddlerhood to school age, elevated irritability throughout childhood may predict later psychopathology. The current study (n = 78) examined associations between trajectories of irritability in early childhood (ages 2-7) and irritability in adolescence (age 12) and tested whether these associations are moderated by parenting behaviors. Results indicate that negative emotion socialization moderated trajectories of irritability - relative to children with low stable irritability, children who exhibited high stable irritability in early childhood and who had parents that exhibited greater negative emotion socialization behaviors had higher irritability in adolescence. Further, negative parental control behavior moderated trajectories of irritability - relative to children with low stable irritability, children who had high decreasing irritability in early childhood and who had parents who exhibited greater negative control behaviors had higher irritability in adolescence. In contrast, positive emotion socialization and control behaviors did not moderate the relations between early childhood irritability and later irritability in adolescence. These results suggest that both irritability in early childhood and negative parenting behaviors may jointly influence irritability in adolescence. The current study underscores the significance of negative parenting behaviors and could inform treatment.
PMCID:9289071
PMID: 35039102
ISSN: 1469-2198
CID: 5364792
The Impact of Learning and Memory on Performance Validity Tests in a Mixed Clinical Pediatric Population
Nayar, Kritika; Ventura, Lea M; DeDios-Stern, Samantha; Oh, Alison; Soble, Jason R
OBJECTIVE:This study examined the degree to which verbal and visuospatial memory abilities influence performance validity test (PVT) performance in a mixed clinical pediatric sample. METHOD/METHODS:Data from 252 consecutive clinical pediatric cases (Mage=11.23 years, SD=4.02; 61.9% male) seen for outpatient neuropsychological assessment were collected. Measures of learning and memory (e.g., The California Verbal Learning Test-Children's Version; Child and Adolescent Memory Profile [ChAMP]), performance validity (Test of Memory Malingering Trial 1 [TOMM T1]; Wechsler Intelligence Scale for Children-Fifth Edition [WISC-V] or Wechsler Adult Intelligence Scale-Fourth Edition Digit Span indices; ChAMP Overall Validity Index), and intellectual abilities (e.g., WISC-V) were included. RESULTS:Learning/memory abilities were not significantly correlated with TOMM T1 and accounted for relatively little variance in overall TOMM T1 performance (i.e., ≤6%). Conversely, ChAMP Validity Index scores were significantly correlated with verbal and visual learning/memory abilities, and learning/memory accounted for significant variance in PVT performance (12%-26%). Verbal learning/memory performance accounted for 5%-16% of the variance across the Digit Span PVTs. No significant differences in TOMM T1 and Digit Span PVT scores emerged between verbal/visual learning/memory impairment groups. ChAMP validity scores were lower for the visual learning/memory impairment group relative to the nonimpaired group. CONCLUSIONS:Findings highlight the utility of including PVTs as standard practice for pediatric populations, particularly when memory is a concern. Consistent with the adult literature, TOMM T1 outperformed other PVTs in its utility even among the diverse clinical sample with/without learning/memory impairment. In contrast, use of Digit Span indices appear to be best suited in the presence of visuospatial (but not verbal) learning/memory concerns. Finally, the ChAMP's embedded validity measure was most strongly impacted by learning/memory performance.
PMID: 34050354
ISSN: 1873-5843
CID: 5952782
ssDefault mode network connectivity and attention-deficit/hyperactivity disorder in adolescence: Associations with delay aversion and temporal discounting, but not mind wandering
Broulidakis, M John; Golm, Dennis; Cortese, Samuele; Fairchild, Graeme; Sonuga-Barke, Edmund
BACKGROUND:Attention-deficit/hyperactivity disorder (ADHD) has been associated with reduced resting state connectivity in the core subsystem of the default mode network (DMN; medial prefrontal cortex - posterior cingulate cortex). However, the neuropsychological consequences of this hypoconnectivity remain to be determined. Building on recent theoretical models of DMN function, we tested the association between DMN hypo-connectivity and three neuropsychological processes previously implicated in ADHD: (i) excessive task-unrelated spontaneous thought (i.e., mind-wandering); (ii) sub-optimal decision-making due to exaggerated temporal discounting; and (iii) delay aversion - a heightened emotional response to the imposition or experience of delay. METHODS:Twenty male adolescents with a clinical diagnosis of ADHD and 18 typically developing adolescents (all aged 11-16 years) underwent a resting-state fMRI scan to assess DMN connectivity. An experimental paradigm was used to assess temporal discounting and self-report questionnaires were used to measure mind wandering and delay aversion. RESULTS:ADHD was significantly associated with DMN hypo-connectivity specifically in the core subsystem, elevated levels of mind-wandering, delay aversion, and temporal discounting. Mediation analysis suggested that DMN hypoconnectivity mediated the link between ADHD and delay aversion. CONCLUSION/CONCLUSIONS:The results provide initial evidence that disturbances in the DMN may impair ability to regulate delay-related negative affect in adolescents with ADHD.
PMID: 35032471
ISSN: 1872-7697
CID: 5119212
Examining Tweet Content and Engagement of Users With Tweets About Hikikomori in Japanese: Mixed Methods Study of Social Withdrawal
Pereira-Sanchez, Victor; Alvarez-Mon, Miguel Angel; Horinouchi, Toru; Kawagishi, Ryo; Tan, Marcus P J; Hooker, Elizabeth R; Alvarez-Mon, Melchor; Teo, Alan R
BACKGROUND:Hikikomori is a form of severe social withdrawal that is particularly prevalent in Japan. Social media posts offer insight into public perceptions of mental health conditions and may also inform strategies to identify, engage, and support hard-to-reach patient populations such as individuals affected by hikikomori. OBJECTIVE:In this study, we seek to identify the types of content on Twitter related to hikikomori in the Japanese language and to assess Twitter users' engagement with that content. METHODS:We conducted a mixed methods analysis of a random sample of 4940 Japanese tweets from February to August 2018 using a hashtag (#hikikomori). Qualitative content analysis included examination of the text of each tweet, development of a codebook, and categorization of tweets into relevant codes. For quantitative analysis (n=4859 tweets), we used bivariate and multivariate logistic regression models, adjusted for multiple comparisons, and estimated the predicted probabilities of tweets receiving engagement (likes or retweets). RESULTS:Our content analysis identified 9 codes relevant to tweets about hikikomori: personal anecdotes, social support, marketing, advice, stigma, educational opportunities, refuge (ibasho), employment opportunities, and medicine and science. Tweets about personal anecdotes were the most common (present in 2747/4859, 56.53% of the tweets), followed by social support (902/4859, 18.56%) and marketing (624/4859, 12.84%). In the adjusted models, tweets coded as stigma had a lower predicted probability of likes (-33 percentage points, 95% CI -42 to -23 percentage points; P<.001) and retweets (-11 percentage points, 95% CI -18 to -4 percentage points; P<.001), personal anecdotes had a lower predicted probability of retweets (-8 percentage points, 95% CI -14 to -3 percentage points; P=.002), marketing had a lower predicted probability of likes (-13 percentage points, 95% CI -21 to -6 percentage points; P<.001), and social support had a higher predicted probability of retweets (+15 percentage points, 95% CI 6-24 percentage points; P=.001), compared with all tweets without each of these codes. CONCLUSIONS:Japanese tweets about hikikomori reflect a unique array of topics, many of which have not been identified in prior research and vary in their likelihood of receiving engagement. Tweets often contain personal stories of hikikomori, suggesting the potential to identify individuals with hikikomori through Twitter.
PMID: 35014971
ISSN: 1438-8871
CID: 5118592
Real-time processes in the development of action planning
Ossmy, Ori; Kaplan, Brianna E; Han, Danyang; Xu, Melody; Bianco, Catherine; Mukamel, Roy; Adolph, Karen E
Across species and ages, planning multi-step actions is a hallmark of intelligence and critical for survival. Traditionally, researchers adopt a "top-down" approach to action planning by focusing on the ability to create an internal representation of the world that guides the next step in a multi-step action. However, a top-down approach does not inform on underlying mechanisms, so researchers can only speculate about how and why improvements in planning occur. The current study takes a "bottom-up" approach by testing developmental changes in the real-time, moment-to-moment interplay among perceptual, neural, and motor components of action planning using simultaneous video, motion-tracking, head-mounted eye tracking, and electroencephalography (EEG). Preschoolers (n = 32) and adults (n = 22) grasped a hammer with their dominant hand to pound a peg when the hammer handle pointed in different directions. When the handle pointed toward their non-dominant hand, younger children ("nonadaptive planners") used a habitual overhand grip that interfered with wielding the hammer, whereas adults and older children ("adaptive planners") used an adaptive underhand grip. Adaptive and nonadaptive children differed in when and where they directed their gaze to obtain visual information, neural activation of the motor system before reaching, and straightness of their reach trajectories. Nonadaptive children immediately used a habitual overhand grip before gathering visual information, leaving insufficient time to form a plan before acting. Our novel bottom-up approach transcends mere speculation by providing converging evidence that the development of action planning depends on a real-time "tug of war" between habits and information gathering and processing.
PMID: 34883048
ISSN: 1879-0445
CID: 5457112
A survey of protocols from 54 infant and toddler neuroimaging research labs
Hendrix, Cassandra L; Thomason, Moriah E
Infant and toddler MRI enables unprecedented insight into the developing brain. However, consensus about optimal data collection practices is lacking, which slows growth of the field and impedes replication efforts. The goal of this study was to collect systematic data across a large number of infant/toddler research laboratories to better understand preferred practices. Survey data addressed MRI acquisition strategies, scan success rates, visit preparations, scanning protocols, accommodations for families, study design, and policies regarding incidental findings. Respondents had on average 8 years' experience in early life neuroimaging and represented more than fifty research laboratories. Areas of consensus across labs included higher success rates among newborns compared to older infants or toddlers, high rates of data loss across age groups, endorsement of multiple layers of hearing protection, and age-specific scan preparation and participant accommodation. Researchers remain divided on decisions in longitudinal study design and practices regarding incidental findings. This study summarizes practices honed over years of work by a large collection of scientists, which may serve as an important resource for those new to the field. The ability to reference data about best practices facilitates future harmonization, data sharing, and reproducibility, all of which advance this important frontier in developmental science.
PMCID:8762357
PMID: 35033971
ISSN: 1878-9307
CID: 5131252
COVID-19 patient accounts of illness severity, treatments and lasting symptoms
Thomason, Moriah E; Werchan, Denise; Hendrix, Cassandra L
First-person accounts of COVID-19 illness and treatment can complement and enrich data derived from electronic medical or public health records. With patient-reported data, it is uniquely possible to ascertain in-depth contextual information as well as behavioral and emotional responses to illness. The Novel Coronavirus Illness Patient Report (NCIPR) dataset includes complete survey responses from 1,584 confirmed COVID-19 patients ages 18 to 98. NCIPR survey questions address symptoms, medical complications, home and hospital treatments, lasting effects, anxiety about illness, employment impacts, quarantine behaviors, vaccine-related behaviors and effects, and illness of other family/household members. Additional questions address financial security, perceived discrimination, pandemic impacts (relationship, social, stress, sleep), health history, and coping strategies. Detailed patient reports of illness, environment, and psychosocial impact, proximal to timing of infection and considerate of demographic variation, is meaningful for understanding pandemic-related public health from the perspective of those that contracted the disease.
PMID: 35013355
ISSN: 2052-4463
CID: 5118542
Toward next-generation primate neuroscience: A collaboration-based strategic plan for integrative neuroimaging
Milham, Michael; Petkov, Chris; Belin, Pascal; Ben Hamed, Suliann; Evrard, Henry; Fair, Damien; Fox, Andrew; Froudist-Walsh, Sean; Hayashi, Takuya; Kastner, Sabine; Klink, Chris; Majka, Piotr; Mars, Rogier; Messinger, Adam; Poirier, Colline; Schroeder, Charles; Shmuel, Amir; Silva, Afonso C; Vanduffel, Wim; Van Essen, David C; Wang, Zheng; Roe, Anna Wang; Wilke, Melanie; Xu, Ting; Aarabi, Mohammad Hadi; Adolphs, Ralph; Ahuja, Aarit; Alvand, Ashkan; Amiez, Celine; Autio, Joonas; Azadi, Reza; Baeg, Eunha; Bai, Ruiliang; Bao, Pinglei; Basso, Michele; Behel, Austin K; Bennett, Yvonne; Bernhardt, Boris; Biswal, Bharat; Boopathy, Sethu; Boretius, Susann; Borra, Elena; Boshra, Rober; Buffalo, Elizabeth; Cao, Long; Cavanaugh, James; Celine, Amiez; Chavez, Gianfranco; Chen, Li Min; Chen, Xiaodong; Cheng, Luqi; Chouinard-Decorte, Francois; Clavagnier, Simon; Cléry, Justine; Colcombe, Stan J; Conway, Bevil; Cordeau, Melina; Coulon, Olivier; Cui, Yue; Dadarwal, Rakshit; Dahnke, Robert; Desrochers, Theresa; Deying, Li; Dougherty, Kacie; Doyle, Hannah; Drzewiecki, Carly M; Duyck, Marianne; Arachchi, Wasana Ediri; Elorette, Catherine; Essamlali, Abdelhadi; Evans, Alan; Fajardo, Alfonso; Figueroa, Hector; Franco, Alexandre; Freches, Guilherme; Frey, Steve; Friedrich, Patrick; Fujimoto, Atsushi; Fukunaga, Masaki; Gacoin, Maeva; Gallardo, Guillermo; Gao, Lixia; Gao, Yang; Garside, Danny; Garza-Villarreal, Eduardo A; Gaudet-Trafit, Maxime; Gerbella, Marzio; Giavasis, Steven; Glen, Daniel; Ribeiro Gomes, Ana Rita; Torrecilla, Sandra Gonzalez; Gozzi, Alessandro; Gulli, Roberto; Haber, Suzanne; Hadj-Bouziane, Fadila; Fujimoto, Satoka Hashimoto; Hawrylycz, Michael; He, Quansheng; He, Ye; Heuer, Katja; Hiba, Bassem; Hoffstaedter, Felix; Hong, Seok-Jun; Hori, Yuki; Hou, Yujie; Howard, Amy; de la Iglesia-Vaya, Maria; Ikeda, Takuro; Jankovic-Rapan, Lucija; Jaramillo, Jorge; Jedema, Hank P; Jin, Hecheng; Jiang, Minqing; Jung, Benjamin; Kagan, Igor; Kahn, Itamar; Kiar, Gregory; Kikuchi, Yuki; Kilavik, Bjørg; Kimura, Nobuyuki; Klatzmann, Ulysse; Kwok, Sze Chai; Lai, Hsin-Yi; Lamberton, Franck; Lehman, Julia; Li, Pengcheng; Li, Xinhui; Li, Xinjian; Liang, Zhifeng; Liston, Conor; Little, Roger; Liu, Cirong; Liu, Ning; Liu, Xiaojin; Liu, Xinyu; Lu, Haidong; Loh, Kep Kee; Madan, Christopher; Magrou, Loïc; Margulies, Daniel; Mathilda, Froesel; Mejia, Sheyla; Meng, Yao; Menon, Ravi; Meunier, David; Mitchell, A J; Mitchell, Anna; Murphy, Aidan; Mvula, Towela; Ortiz-Rios, Michael; Ortuzar Martinez, Diego Emanuel; Pagani, Marco; Palomero-Gallagher, Nicola; Pareek, Vikas; Perkins, Pierce; Ponce, Fernanda; Postans, Mark; Pouget, Pierre; Qian, Meizhen; Ramirez, Julian Bene; Raven, Erika; Restrepo, Isabel; Rima, Samy; Rockland, Kathleen; Rodriguez, Nadira Yusif; Roger, Elise; Hortelano, Eduardo Rojas; Rosa, Marcello; Rossi, Andrew; Rudebeck, Peter; Russ, Brian; Sakai, Tomoko; Saleem, Kadharbatcha S; Sallet, Jerome; Sawiak, Stephen; Schaeffer, David; Schwiedrzik, Caspar M; Seidlitz, Jakob; Sein, Julien; Sharma, Jitendra; Shen, Kelly; Sheng, Wei-An; Shi, Neo Sunhang; Shim, Won Mok; Simone, Luciano; Sirmpilatze, Nikoloz; Sivan, Virginie; Song, Xiaowei; Tanenbaum, Aaron; Tasserie, Jordy; Taylor, Paul; Tian, Xiaoguang; Toro, Roberto; Trambaiolli, Lucas; Upright, Nick; Vezoli, Julien; Vickery, Sam; Villalon, Julio; Wang, Xiaojie; Wang, Yufan; Weiss, Alison R; Wilson, Charlie; Wong, Ting-Yat; Woo, Choong-Wan; Wu, Bichan; Xiao, Du; Xu, Augix Guohua; Xu, Dongrong; Xufeng, Zhou; Yacoub, Essa; Ye, Ningrong; Ying, Zhang; Yokoyama, Chihiro; Yu, Xiongjie; Yue, Shasha; Yuheng, Lu; Yumeng, Xin; Zaldivar, Daniel; Zhang, Shaomin; Zhao, Yuguang; Zuo, Zhanguang
Open science initiatives are creating opportunities to increase research coordination and impact in nonhuman primate (NHP) imaging. The PRIMatE Data and Resource Exchange community recently developed a collaboration-based strategic plan to advance NHP imaging as an integrative approach for multiscale neuroscience.
PMID: 34731649
ISSN: 1097-4199
CID: 5499342
Association of Convalescent Plasma Treatment With Clinical Status in Patients Hospitalized With COVID-19: A Meta-analysis
Troxel, Andrea B; Petkova, Eva; Goldfeld, Keith; Liu, Mengling; Tarpey, Thaddeus; Wu, Yinxiang; Wu, Danni; Agarwal, Anup; Avendaño-Solá, Cristina; Bainbridge, Emma; Bar, Katherine J; Devos, Timothy; Duarte, Rafael F; Gharbharan, Arvind; Hsue, Priscilla Y; Kumar, Gunjan; Luetkemeyer, Annie F; Meyfroidt, Geert; Nicola, André M; Mukherjee, Aparna; Ortigoza, Mila B; Pirofski, Liise-Anne; Rijnders, Bart J A; Rokx, Casper; Sancho-Lopez, Arantxa; Shaw, Pamela; Tebas, Pablo; Yoon, Hyun-Ah; Grudzen, Corita; Hochman, Judith; Antman, Elliott M
Importance:COVID-19 convalescent plasma (CCP) is a potentially beneficial treatment for COVID-19 that requires rigorous testing. Objective:To compile individual patient data from randomized clinical trials of CCP and to monitor the data until completion or until accumulated evidence enables reliable conclusions regarding the clinical outcomes associated with CCP. Data Sources:From May to August 2020, a systematic search was performed for trials of CCP in the literature, clinical trial registry sites, and medRxiv. Domain experts at local, national, and international organizations were consulted regularly. Study Selection:Eligible trials enrolled hospitalized patients with confirmed COVID-19, not receiving mechanical ventilation, and randomized them to CCP or control. The administered CCP was required to have measurable antibodies assessed locally. Data Extraction and Synthesis:A minimal data set was submitted regularly via a secure portal, analyzed using a prespecified bayesian statistical plan, and reviewed frequently by a collective data and safety monitoring board. Main Outcomes and Measures:Prespecified coprimary end points-the World Health Organization (WHO) 11-point ordinal scale analyzed using a proportional odds model and a binary indicator of WHO score of 7 or higher capturing the most severe outcomes including mechanical ventilation through death and analyzed using a logistic model-were assessed clinically at 14 days after randomization. Results:Eight international trials collectively enrolled 2369 participants (1138 randomized to control and 1231 randomized to CCP). A total of 2341 participants (median [IQR] age, 60 [50-72] years; 845 women [35.7%]) had primary outcome data as of April 2021. The median (IQR) of the ordinal WHO scale was 3 (3-6); the cumulative OR was 0.94 (95% credible interval [CrI], 0.74-1.19; posterior probability of OR <1 of 71%). A total of 352 patients (15%) had WHO score greater than or equal to 7; the OR was 0.94 (95% CrI, 0.69-1.30; posterior probability of OR <1 of 65%). Adjusted for baseline covariates, the ORs for mortality were 0.88 at day 14 (95% CrI, 0.61-1.26; posterior probability of OR <1 of 77%) and 0.85 at day 28 (95% CrI, 0.62-1.18; posterior probability of OR <1 of 84%). Heterogeneity of treatment effect sizes was observed across an array of baseline characteristics. Conclusions and Relevance:This meta-analysis found no association of CCP with better clinical outcomes for the typical patient. These findings suggest that real-time individual patient data pooling and meta-analysis during a pandemic are feasible, offering a model for future research and providing a rich data resource.
PMCID:8790669
PMID: 35076699
ISSN: 2574-3805
CID: 5153222
Development and Validation of a Treatment Benefit Index to Identify Hospitalized Patients With COVID-19 Who May Benefit From Convalescent Plasma
Park, Hyung; Tarpey, Thaddeus; Liu, Mengling; Goldfeld, Keith; Wu, Yinxiang; Wu, Danni; Li, Yi; Zhang, Jinchun; Ganguly, Dipyaman; Ray, Yogiraj; Paul, Shekhar Ranjan; Bhattacharya, Prasun; Belov, Artur; Huang, Yin; Villa, Carlos; Forshee, Richard; Verdun, Nicole C; Yoon, Hyun Ah; Agarwal, Anup; Simonovich, Ventura Alejandro; Scibona, Paula; Burgos Pratx, Leandro; Belloso, Waldo; Avendaño-Solá, Cristina; Bar, Katharine J; Duarte, Rafael F; Hsue, Priscilla Y; Luetkemeyer, Anne F; Meyfroidt, Geert; Nicola, André M; Mukherjee, Aparna; Ortigoza, Mila B; Pirofski, Liise-Anne; Rijnders, Bart J A; Troxel, Andrea; Antman, Elliott M; Petkova, Eva
Importance:Identifying which patients with COVID-19 are likely to benefit from COVID-19 convalescent plasma (CCP) treatment may have a large public health impact. Objective:To develop an index for predicting the expected relative treatment benefit from CCP compared with treatment without CCP for patients hospitalized for COVID-19 using patients' baseline characteristics. Design, Setting, and Participants:This prognostic study used data from the COMPILE study, ie, a meta-analysis of pooled individual patient data from 8 randomized clinical trials (RCTs) evaluating CCP vs control in adults hospitalized for COVID-19 who were not receiving mechanical ventilation at randomization. A combination of baseline characteristics, termed the treatment benefit index (TBI), was developed based on 2287 patients in COMPILE using a proportional odds model, with baseline characteristics selected via cross-validation. The TBI was externally validated on 4 external data sets: the Expanded Access Program (1896 participants), a study conducted under Emergency Use Authorization (210 participants), and 2 RCTs (with 80 and 309 participants). Exposure:Receipt of CCP. Main Outcomes and Measures:World Health Organization (WHO) 11-point ordinal COVID-19 clinical status scale and 2 derivatives of it (ie, WHO score of 7-10, indicating mechanical ventilation to death, and WHO score of 10, indicating death) at day 14 and day 28 after randomization. Day 14 WHO 11-point ordinal scale was used as the primary outcome to develop the TBI. Results:A total of 2287 patients were included in the derivation cohort, with a mean (SD) age of 60.3 (15.2) years and 815 (35.6%) women. The TBI provided a continuous gradation of benefit, and, for clinical utility, it was operationalized into groups of expected large clinical benefit (B1; 629 participants in the derivation cohort [27.5%]), moderate benefit (B2; 953 [41.7%]), and potential harm or no benefit (B3; 705 [30.8%]). Patients with preexisting conditions (diabetes, cardiovascular and pulmonary diseases), with blood type A or AB, and at an early COVID-19 stage (low baseline WHO scores) were expected to benefit most, while those without preexisting conditions and at more advanced stages of COVID-19 could potentially be harmed. In the derivation cohort, odds ratios for worse outcome, where smaller odds ratios indicate larger benefit from CCP, were 0.69 (95% credible interval [CrI], 0.48-1.06) for B1, 0.82 (95% CrI, 0.61-1.11) for B2, and 1.58 (95% CrI, 1.14-2.17) for B3. Testing on 4 external datasets supported the validation of the derived TBIs. Conclusions and Relevance:The findings of this study suggest that the CCP TBI is a simple tool that can quantify the relative benefit from CCP treatment for an individual patient hospitalized with COVID-19 that can be used to guide treatment recommendations. The TBI precision medicine approach could be especially helpful in a pandemic.
PMCID:8790670
PMID: 35076698
ISSN: 2574-3805
CID: 5153212